PPE, Twitter, 9/11/2022 1:44:39 PM, 281722


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PPE_2022-09-11_01-19-56.xlsx
PPE_2022-09-11_01-19-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2022
Short Description:
PPE via NodeXL https://bit.ly/3RWekI8
@sillyshib
@jolyonmaugham
@dminghella
@trackntracer
@statuscoup
@ppe_sale
@freespeech_0
@trussliz
@drclairetaylor
@russincheshire

Top hashtags:
#kdppe
#perthtanapon
#zipxnightper
#gmmtvsafehousess4d4
#nightperstudio
#mchoice2022

Description:
Description
The graph represents a network of 7,472 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 11 September 2022 at 08:30 UTC.

The requested start date was Sunday, 11 September 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 6-hour, 31-minute period from Wednesday, 07 September 2022 at 05:50 UTC to Friday, 09 September 2022 at 12:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 7472
Unique Edges : 4841
Edges With Duplicates : 12102
Total Edges : 16943
Number of Edge Types : 5
Tweet : 2314
Replies to : 1577
Retweet : 4911
MentionsInRetweet : 6295
Mentions : 1846
Self-Loops : 2341
Reciprocated Vertex Pair Ratio : 0.0179574883948204
Reciprocated Edge Ratio : 0.0352814112564503
Connected Components : 1177
Single-Vertex Connected Components : 478
Maximum Vertices in a Connected Component : 3065
Maximum Edges in a Connected Component : 7059
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.881091
Graph Density : 0.000149274553971287
Modularity : 0.504949
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 7,472 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 11 September 2022 at 08:30 UTC.

The requested start date was Sunday, 11 September 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 6-hour, 31-minute period from Wednesday, 07 September 2022 at 05:50 UTC to Friday, 09 September 2022 at 12:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : PPE
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[58] https://www.news24.com/
[35] https://www.news24.com/news24/southafrica/news/special-tribunal-dismisses-hamilton-ndlovus-appeal-to-repay-r158m-scored-in-unlawful-ppe-tenders-20220907
[8] https://www.facebook.com/gmmtvofficial/videos/609240584239048/?extid=NS-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing
[7] https://www.facebook.com/gmmtvofficial/videos/663499184719517/?extid=NS-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing
[7] https://www.amazon.co.jp/dp/B0BBJVBVTM/ref=cm_sw_r_awdo_HDDHVR2GAS6PHEDXCB4J_0
[6] https://www.youtube.com/watch?v=OMDaiUpEyCs&feature=youtu.be

[6] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm
[6] https://www.kango-roo.com/comic/8938/
[5] https://www.dennys.jp/menu/muscat/
[5] https://www.dennys.jp/lineqr/08/

Top URLs in Tweet in G1:
[6] https://www.news24.com/news24/southafrica/news/special-tribunal-dismisses-hamilton-ndlovus-appeal-to-repay-r158m-scored-in-unlawful-ppe-tenders-20220907
[3] https://ppe.kincir.com/REGISTRATIONMED
[2] https://worldnewsguru.us/business/investors-in-peoplein-asxppe-have-unfortunately-lost-13-over-the-last-year/350439/?ref=gsp
[2] https://twitter.com/mph_for_doctors/status/1567430546522775554
[2] https://www.t-safety.com/safety-vest/
[2] https://www.gofundme.com/f/donate-for-much-needed-ppe-products
[2] https://www.autonews.com/node/1211531
[2] https://pialapresidenesports.kincir.com/2022/
[1] https://worldnewsguru.us/business/investors-in-peoplein-asxppe-have-unfortunately-lost-13-over-the-last-year/350439/
[1] https://twitter.com/MandateMasksNY/status/1566170962160193537

Top URLs in Tweet in G2:
[1] https://twitter.com/LGalloway77/status/1567014947392995328
[1] https://bylinetimes.com/2022/05/31/challenges-in-byline-times-reporting-of-the-ppe-procurement-scandal/

Top URLs in Tweet in G3:
[2] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[2] https://twitter.com/trussliz/status/1146354936726327297?s=20&t=jUdRpniCZi2LKZccKMdY-w
[1] https://twitter.com/anniewellsmsp/status/1567835279402180614
[1] https://twitter.com/realstephenkerr/status/1567521155396911108
[1] https://twitter.com/RachelReevesMP/status/1567472122770984960
[1] https://twitter.com/RichardJMurphy/status/1567057832284983297
[1] https://twitter.com/timharford/status/1566794103433617416?s=46&t=Da4GctE-iH00qCBmsRv-sw
[1] https://news.sky.com/story/storing-covid-related-ppe-costing-taxpayer-estimated-3-3m-a-week-government-says-as-households-feel-cost-of-living-crisis-squeeze-12603472
[1] https://twitter.com/trussliz/status/1146354936726327297?s=20&t=d19BjCBxsA7MWpjTBk7ITA
[1] https://m.facebook.com/login.php?next=https%3A%2F%2Fm.facebook.com%2FTheDoctorsAssociationUK%2Fvideos%2Fwork-and-pensions-secretary-th%25C3%2583%25C2%25A9r%25C3%2583%25C2%25A8se-coffey-dismisses-what-youve-been-telling-us-%2F251518772690426%2F&refsrc=deprecated&_rdr

Top URLs in Tweet in G6:
[8] https://www.facebook.com/gmmtvofficial/videos/609240584239048/?extid=NS-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing
[7] https://www.facebook.com/gmmtvofficial/videos/663499184719517/?extid=NS-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing
[6] https://www.youtube.com/watch?v=OMDaiUpEyCs&feature=youtu.be

[4] https://www.youtube.com/watch?v=cGPFZ3QMZqI&feature=youtu.be

[4] https://c.lazada.co.th/t/c.bwrNC5?url=https://www.lazada.co.th/wow/i/th/LandingPage/liveroom%3Fliveuuid%3D34b1f252-58ce-49ec-b4fb-a0e52178e017%26dsource%3Dshare%26laz_share_info%3D357736192_100_800_100219482895_347590560_34b1f252-58ce-49ec-b4fb-a0e52178e017%26laz_token%3D69d593d7881a6bb52ec2e01c92952548%26exlaz%3De_FKsix6sJ%252FwLGip8qo24MCSTeQCjDld4siVQ4kY1ODqrCXvTKdNAtBYEGuk%252B7LCuL1aJY1ocsAnYUgnilLvjN2DxAqP7auD%252F%252FD3WnASIas1Y%253D%26sub_aff_id%3Dsocial_share%26sub_id2%3D357736192%26sub_id3%3D100219482895%26sub_id6%3DCPI_EXLAZ
[3] https://www.instagram.com/accounts/login/?next=https%3A%2F%2Fwww.instagram.com%2Fallaroundperth%2Flive%2F%3F__coig_login%3D1
[2] https://bit.ly/3ewhHqS
[2] https://www.youtube.com/watch?v=u6ozoUao-Lg&feature=youtu.be

[2] https://www.youtube.com/watch?v=qmcKMifY2bE&feature=youtu.be

[2] https://www.instagram.com/p/CiM36QLrXf_/?igshid=MDJmNzVkMjY=

Top URLs in Tweet in G7:
[2] https://www.dailymail.co.uk/news/article-8217091/amp/Therese-Coffey-mauled-PPE-shortages-says-no-idea-medics-died.html
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://twitter.com/Kit_Yates_Maths/status/1567779643712749569
[1] https://twitter.com/andrewgregory/status/1567766477029113859
[1] https://twitter.com/RCPhysicians/status/1567179526492372993
[1] https://www.theguardian.com/politics/2022/sep/07/government-admits-50-firms-were-in-vip-lane-for-test-and-trace-contracts?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1662589953
[1] https://twitter.com/GoodLawProject/status/1567541971597643778
[1] https://twitter.com/TartantuesdayI/status/1567268872629403651
[1] https://twitter.com/JolyonMaugham/status/1567540528308183040
[1] https://www.cips.org/supply-management/news/2022/june/4bn-of-unusable-ppe-bought-for-pandemic-could-be-burnt/

Top URLs in Tweet in G8:
[2] https://twitter.com/maggie06rose/status/1568100812844421125?s=21&t=2_qBRbgYqRBtKykqoE6xiA
[2] https://nypost.com/2022/09/06/mom-attacked-by-robber-while-pushing-kids-on-stroller-video/
[2] https://nypost.com/2022/09/08/jeff-bezos-slams-professor-for-wishing-queen-elizabeth-excruciating-death/?utm_medium=SocialFlow&utm_source=NYPTwitter&utm_campaign=SocialFlow
[2] https://www.telegraph.co.uk/politics/2022/09/08/kwasi-kwarteng-sacks-senior-civil-servant-treasury/
[2] https://order-order.com/2022/09/08/owen-jones-laura-pidcocks-think-tank-closes-down
[2] https://www.ladbible.com/news/the-queen-death-mourned-by-black-cab-drivers-the-mall-20220908
[1] https://twitter.com/danielanadj/status/1567255142449221632
[1] https://twitter.com/leokearse/status/1568168665614360577
[1] https://twitter.com/tillman_loyal/status/1567971121055801345
[1] https://www.express.co.uk/sport/football/1666784/Trevor-Sinclair-causes-outrage-disgusting-tweet-Queen-death

Top URLs in Tweet in G9:
[4] https://aumag.net/liz-truss-likely-chief-of-staff-lobbied-the-government-on-behalf-of-the-libyan-parliament-liz-truss/
[4] https://www.openandcandid.com/michelle-donelan-chippenham-brethren
[2] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm
[1] https://deanblundell.com/news/lame-duck-jason-kenney-brings-pbcc-cult-lawyer-to-south-korea/
[1] https://www.sourcewatch.org/index.php/Exclusive_Brethren/New_Zealand_election,_2005
[1] https://twitter.com/DamianHastie/status/1567192788013355012
[1] https://twitter.com/MichaelRosenYes/status/1567551385595428865
[1] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=Share_iOSApp_Other

Top URLs in Tweet in G10:
[2] https://www.google.com/chrome/
[2] http://lh3.googleusercontent.com
[2] http://h4.googleusercontent.com
[2] http://lh5.googleusercontent.com
[2] http://lh6.googleusercontent.com
[2] https://censor.net/ua/n3365510
[2] https://censor.net/ua/n3365545
[2] https://censor.net/ua/r3365500
[2] https://censor.net/ua/n3365527
[2] https://t.me/censor_net/16350

Top Domains
Top Domains in Tweet in Entire Graph:
[223] twitter.com
[95] news24.com
[62] youtube.com
[52] co.uk
[34] bit.ly
[32] com.ua
[31] theguardian.com
[30] facebook.com
[29] ppe.pl
[29] censor.net

Top Domains in Tweet in G1:
[56] twitter.com
[15] co.uk
[14] bit.ly
[9] amazon.com
[7] news24.com
[6] co.th
[5] kincir.com
[4] youtube.com
[3] worldnewsguru.us
[3] peing.net

Top Domains in Tweet in G2:
[1] twitter.com
[1] bylinetimes.com

Top Domains in Tweet in G3:
[10] twitter.com
[2] org.uk
[2] theguardian.com
[1] sky.com
[1] facebook.com
[1] co.uk
[1] ansa.it
[1] openandcandid.com
[1] bylinetimes.com
[1] parliament.uk

Top Domains in Tweet in G6:
[20] youtube.com
[18] facebook.com
[18] twitter.com
[8] instagram.com
[5] co.th
[3] bit.ly
[3] youtu.be
[2] praew.com
[2] lzd.co
[1] tiktok.com

Top Domains in Tweet in G7:
[6] twitter.com
[2] theguardian.com
[2] co.uk
[1] cips.org

Top Domains in Tweet in G8:
[9] co.uk
[7] twitter.com
[4] nypost.com
[2] order-order.com
[2] ladbible.com
[1] sfchronicle.com
[1] dailym.ai

Top Domains in Tweet in G9:
[4] aumag.net
[4] openandcandid.com
[3] theguardian.com
[2] twitter.com
[1] deanblundell.com
[1] sourcewatch.org

Top Domains in Tweet in G10:
[32] com.ua
[29] censor.net
[26] ukrinform.ua
[13] prm.ua
[8] googleusercontent.com
[8] espreso.tv
[7] t.me
[6] facebook.com
[5] twitter.com
[5] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[659] kdppe
[632] perthtanapon
[267] zipxnightper
[238] gmmtvsafehousess4d4
[197] nightperstudio
[158] mchoice2022
[132] ppe
[106] gmmtvsafehousess4d3
[100] perthxsafehousess4
[89] เพิร๜ธบิม่อน



Top Hashtags in Tweet in G1:
[67] ppe
[13] safety
[12] workwear
[8] bs2022
[6] construction
[6] healthandsafety
[4] 篠崞こころ
[4] covid19
[4] safetyfirst
[3] uniform

Top Hashtags in Tweet in G3:
[8] healthsecretary
[2] rishisunak
[2] isitok
[2] thicklizzy
[1] bigenergycon
[1] renationaliseenergy
[1] torycostofgreedcrisis
[1] scottishindependence
[1] trusstax
[1] enoughisenough

Top Hashtags in Tweet in G4:
[3] followbackfriday
[1] torycorruption
[1] toriesout

Top Hashtags in Tweet in G6:
[659] kdppe
[632] perthtanapon
[267] zipxnightper
[237] gmmtvsafehousess4d4
[197] nightperstudio
[158] mchoice2022
[106] gmmtvsafehousess4d3
[100] perthxsafehousess4
[89] เพิร๜ธบิม่อน
[80] gmmtvsafehousess4

Top Hashtags in Tweet in G7:
[3] ppe
[1] covid
[1] pandemic
[1] toriesout63
[1] sosnhs
[1] enoughisenough

Top Hashtags in Tweet in G8:
[2] respect
[2] hermajesty
[2] ripqueenelizabeth
[2] uber
[2] sexuallyassaulted
[2] boycotttalksport
[1] plastictart
[1] africanchiefs
[1] harryisatraitor
[1] meghanmarkle

Top Hashtags in Tweet in G9:
[11] ppe
[8] exclusivebrethren
[7] pbcc
[1] pmqs
[1] trussout
[1] toriesout
[1] viplist
[1] crosbytextor
[1] torysewage
[1] nevertrustatory

Top Hashtags in Tweet in G10:
[4] ð½ð¾ð²ð¸ð½ð¸
[2] ð—ð¡ð£
[2] ð£ðºñ€ð°ñ—ð½ð°
[2] ukraine
[2] krakenpower
[2] russiaukrainewar
[1] 失敗作の17号
[1] ð’ð†ð ð®ð²ð—ð¡ð£
[1] ññ‚ñ€ñ–ñ‚ð°ñ€ñ‚
[1] streetart

Top Words
Top Words in Tweet in Entire Graph:
[7828] ãƒ
[4223] ˆà
[4014] æ
[3323] ø
[3097] ppe
[2439] ç
[1893] šà
[1766] µà
[1756] ù
[1676] ϋ

Top Words in Tweet in G1:
[2914] ø
[1442] ù
[388] ãƒ
[353] ppe
[259] æ
[198] ùšø
[171] ç
[156] ªã
[121] ϋ
[104] ÿã

Top Words in Tweet in G2:
[421] ppe
[414] crony
[412] billions
[412] contracts
[411] everything
[411] paid
[411] backâ
[411] except
[411] lost
[411] covid

Top Words in Tweet in G3:
[199] ppe
[178] give
[118] energy
[108] companies
[91] think
[88] ians_robots
[87] russincheshire
[87] link
[85] missed
[85] crucial

Top Words in Tweet in G4:
[314] dminghella
[313] think
[313] way
[313] government
[313] fuel
[313] expect
[312] effectively
[312] buying
[312] behalf
[312] buy

Top Words in Tweet in G5:
[534] amazon
[534] sister
[270] covid
[268] employees
[268] testing
[268] never
[268] brown
[267] jeff
[267] bezos
[267] employeesâ

Top Words in Tweet in G6:
[2966] ˆà
[1319] šà
[1241] µà
[1134] žà
[840] ψ
[659] #kdppe
[628] #perthtanapon
[607] ªà
[442] Ĉ
[267] #zipxnightper

Top Words in Tweet in G7:
[171] companies
[105] contracts
[105] tory
[104] vip
[94] lucrative
[89] absolute
[89] priority
[89] inquiry
[89] lists
[89] awarded

Top Words in Tweet in G8:
[35] ppe
[31] queen
[26] people
[17] death
[17] elizabeth
[15] sinclair
[14] trevor
[13] racist
[13] ppe_sale
[13] contracts

Top Words in Tweet in G9:
[105] johnwest_jaws
[100] jamescleverly
[99] tories
[92] see
[91] morning
[91] particular
[91] throwing
[91] chaff
[91] cynic
[90] suspectâ

Top Words in Tweet in G10:
[508] ðµð
[392] ðºð
[386] ðµñ
[278] ñƒð
[261] ðµ
[221] ñƒ
[184] ñœ
[175] ðºñ
[169] ñƒñ
[118] format_ppe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4201] ãƒ,ãƒ
[1776] ø,ø
[1062] ˆà,ˆà
[994] ø,ù
[931] ù,ø
[797] µà,ˆà
[648] ppe,contracts
[600] ˆà,µà
[586] šà,ˆà
[578] ˆà,šà

Top Word Pairs in Tweet in G1:
[1628] ø,ø
[833] ø,ù
[787] ù,ø
[308] ù,ù
[181] ãƒ,ãƒ
[101] ùšø,ø
[99] ø,ùšø
[98] ù,ùšø
[66] ù,ùš
[65] ùš,ø

Top Word Pairs in Tweet in G2:
[411] everything,paid
[411] paid,backâ
[411] backâ,except
[411] except,billions
[411] billions,lost
[411] lost,covid
[411] covid,fraud
[411] fraud,wasted
[411] wasted,corrupt
[411] corrupt,crony

Top Word Pairs in Tweet in G3:
[99] energy,companies
[86] give,energy
[86] companies,give
[85] russincheshire,think
[85] think,missed
[85] missed,crucial
[85] crucial,link
[85] link,borrow
[85] borrow,130bn
[85] 130bn,give

Top Word Pairs in Tweet in G4:
[312] think,way
[312] way,government
[312] government,effectively
[312] effectively,buying
[312] buying,fuel
[312] fuel,behalf
[312] behalf,expect
[312] expect,buy
[312] buy,such
[311] dminghella,think

Top Word Pairs in Tweet in G5:
[268] covid,testing
[267] jeff,bezos
[267] bezos,amazon
[267] amazon,employees
[267] employees,covid
[267] testing,amazon
[267] amazon,employeesâ
[267] employeesâ,never
[267] never,see
[267] see,sister

Top Word Pairs in Tweet in G6:
[748] ˆà,ˆà
[491] žà,œà
[485] µà,ˆà
[444] šà,ˆà
[432] ˆà,µà
[408] #perthtanapon,#kdppe
[371] ˆà,šà
[273] ˆà,žà
[236] žà,ˆà
[196] šà,šà

Top Word Pairs in Tweet in G7:
[94] lucrative,contracts
[89] absolute,priority
[89] priority,inquiry
[89] inquiry,vip
[89] vip,lists
[89] lists,awarded
[89] awarded,lucrative
[89] contracts,companies
[88] chrischirp,absolute
[88] companies,experienceâ

Top Word Pairs in Tweet in G8:
[13] queen,elizabeth
[13] trevor,sinclair
[10] elizabeth,ii
[10] ppe,contracts
[9] lgodfrey30,juliahb1
[9] juliahb1,kemibadenoch
[7] black,cabs
[7] lloydie2323,lgodfrey30
[6] majesty,queen
[5] liz,truss

Top Word Pairs in Tweet in G9:
[91] see,morning
[91] morning,tories
[91] tories,particular
[91] particular,jamescleverly
[91] jamescleverly,throwing
[91] throwing,chaff
[91] chaff,cynic
[90] johnwest_jaws,see
[90] cynic,suspectâ
[30] 04,20

Top Word Pairs in Tweet in G10:
[72] ðµð,ðµñ
[70] ðµñ,ðµð
[68] ðµð,ðµð
[49] ðµð,ðºð
[43] ðµñ,ðµñ
[41] ðºð,ðµð
[39] ñƒð,ñƒð
[39] ðµð,ñƒ
[38] ðºð,ñƒð
[37] ðµð,ðµ

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@ppe_doo
@moe_ppe
@karingrey14
@realstephenkerr
@hoppe_ppe_
@fai_ppe
@riko_ppe
@ppe_d1
@anniewellsmsp

Top Replied-To in G1:

Top Replied-To in G2:
@bevbacon3
@lamentablyawake

Top Replied-To in G3:
@realstephenkerr
@anniewellsmsp
@scottories
@trussliz
@rangersjim
@jacob_rees_mogg
@lbc
@marinapurkiss
@russincheshire
@douglas4moray

Top Replied-To in G4:
@georgemonbiot
@dminghella
@ruthier

Top Replied-To in G5:
@lorrrraaaaine
@mildanalyst

Top Replied-To in G6:
@moe_ppe
@chimonac
@perthppe
@gmmshow_th
@mynameisnanon
@makemacan
@jimmyyjp_
@jjangkhap
@kimppe_131
@wixxiws

Top Replied-To in G7:
@jeremyvineon5
@andrewgregory
@russellscott1
@semajmrx
@imelda_mairead
@kit_yates_maths
@d0ntbefooled
@drstip
@brendonowicz
@mariamo32975161

Top Replied-To in G8:
@ppe_sale
@inxsdan
@trevor8sinclair
@ujuanya
@carnegiemellon
@crimlawuk
@juliahb1
@telegraph
@johnredwood
@essexpr

Top Replied-To in G9:
@andrewbowie_mp
@jamescleverly
@markjenkinsonmp
@mark_j_harper
@mygineration
@lgalloway77
@itvpeston
@johnwest_jaws
@zakrdimitrov
@anniewellsmsp

Top Replied-To in G10:
@format_ppe
@shtef8
@censor_net
@ukrinform
@asahi
@tbs_loveit
@galina14783027
@dynamokyiv
@annask75324313
@aleksbrejk

Top Mentioned
Top Mentioned in Entire Graph:
@sillyshib
@dminghella
@statuscoup
@jolyonmaugham
@perthppe
@johnwest_jaws
@jamescleverly
@mph_for_doctors
@chrischirp
@ians_robots

Top Mentioned in G1:
@cctvincare
@salthavenwest
@co_ppe_lia_
@galactr0n
@revisasill

Top Mentioned in G2:
@sillyshib
@karlanderson111
@peterjukes
@ellieba42131289
@kirstenmavric
@flying_rodent
@keithcross9214

Top Mentioned in G3:
@ians_robots
@russincheshire
@trussliz
@nicolasturgeon
@realstephenkerr
@douglas4moray
@scottories
@theresecoffey
@theda_uk
@caitlintilley

Top Mentioned in G4:
@dminghella
@sillyshib
@jkldnmad
@timathe83967127
@georgemonbiot
@veritas_veritas
@anniepop2027
@4manofstraw

Top Mentioned in G5:
@statuscoup
@mildanalyst
@safetyfirst____
@kit_yates_maths
@luriachana
@lorrrraaaaine

Top Mentioned in G6:
@perthppe
@ppetrends
@chimonac
@allaroundperth
@loveinppe
@ppe2003perth
@gmmtv
@mynameisnanon
@iam_treewi
@khunp_photo

Top Mentioned in G7:
@chrischirp
@helenrsalisbury
@goodlawproject
@msmith4492
@kit_yates_maths
@andrewgregory
@jolyonmaugham
@jeremyvineon5
@veritas_veritas
@b1emw

Top Mentioned in G8:
@juliahb1
@lgodfrey30
@kemibadenoch
@lloydie2323
@talksport
@ppe_sale
@johnredwood
@mahyartousi
@benrileysmith
@daveatherton20

Top Mentioned in G9:
@johnwest_jaws
@jamescleverly
@conservatives
@ghneale
@trussliz
@andrewbowie_mp
@chrismousse3
@sillyshib
@man_of_oak
@rosbux

Top Mentioned in G10:
@format_ppe
@censor_net
@ukrinform
@babaikit
@epravda
@ka_vasilevs
@prm_ua
@zsmgelxi2ggpg2j
@europeanpravda
@ukrainebusk

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@suntory
@subwayjp
@kirin_brewery
@caramelcorn1971
@housefoods_now
@dennys_pr
@711sej
@itoham_inc

Top Tweeters in G1:
@zazoomblog
@firmenpresse
@nazmulmarketer1
@euwatchers
@newsfrombw
@den_fabrizi
@margemsultejano
@masamuneou
@bcabanetwork
@galactr0n

Top Tweeters in G2:
@sandradunn1955
@ferguson2811
@jbwhitesnake
@stop1984
@hausofrushdi
@magapanthus
@hephaestus7
@heather_c_c
@paul_trembath
@piyakhanna

Top Tweeters in G3:
@mit1953
@skynews
@ks_1968
@blondiesa
@trackntracer
@thebonnydoon
@tsunami65
@kingking3107
@maelysdervenn
@jagxjr40

Top Tweeters in G4:
@b_sputnik
@mirabarhillel
@xpressanny
@jkldnmad
@mrplannings
@trangpang
@fionn114
@jessicahol
@chrismaslanka
@jamdodger4

Top Tweeters in G5:
@dichristine
@ligayaloyola
@angelakorras
@gleekamber
@brendaweese
@joyrosem
@marymary0414
@oskwars
@h0neyriver
@schenhayes

Top Tweeters in G6:
@noonathty
@bumbimknok
@schinarat
@boonzoonlee
@dreamson852
@scenenie
@opel_zuza
@ohpgot
@powerbankppe
@hellonewty

Top Tweeters in G7:
@jurylady5
@wildwalkerwoman
@margymayell
@spanishdan1
@tighnacoille
@leocullen4
@fiona_fionnagal
@glynmoody
@golwgymor
@mstkindeed

Top Tweeters in G8:
@telegraph
@nypost
@valaafshar
@mailonline
@rob_kimbell
@trevorw1953
@firehorsep
@ossien1
@talksport
@the_real_fly

Top Tweeters in G9:
@pingachoo
@caz5697
@eutopean
@dorothy90237074
@martinandrea86
@andreww66619812
@johnwest_jaws
@jeanid123
@curlyclaretoo
@curnowbronwyn

Top Tweeters in G10:
@smetanatborschu
@light1065s
@asahi
@ukrinform
@5channel
@espresotv
@dialog_ua
@sergey_prach
@nicklesik
@qcwggvlumi9t0bn